Better than Real: Complex-valued Neural Nets for MRI Fingerprinting

1 July 2017

Papers citing "Better than Real: Complex-valued Neural Nets for MRI Fingerprinting"

48 / 48 papers shown

Title
I Can't Believe It's Not Real: CV-MuSeNet: Complex-Valued Multi-Signal Segmentation Sangwon Shin Mehmet C. Vuran 7 0 0 21 May 2025
Deep learning-based filtering of cross-spectral matrices using generative adversarial networks Christof Puhle GAN 102 0 0 28 Feb 2025
Steinmetz Neural Networks for Complex-Valued Data Shyam Venkatasubramanian Ali Pezeshki Vahid Tarokh 499 0 0 17 Feb 2025
Improving Quaternion Neural Networks with Quaternionic Activation Functions Johannes Pöppelbaum Andreas Schwung 59 2 0 24 Jun 2024
Complex-valued Neural Networks -- Theory and Analysis Rayyan Abdalla 47 2 0 11 Dec 2023
Generalized Activation via Multivariate Projection Jiayun Li Yuxiao Cheng Yiwen Lu Zhuofan Xia Yilin Mo Gao Huang LLMSV 30 0 0 29 Sep 2023
Emerging Approaches for THz Array Imaging: A Tutorial Review and Software Tool Josiah W. Smith Murat Torlak 78 1 0 16 Sep 2023
Complex-Valued Neural Networks for Data-Driven Signal Processing and Signal Understanding Josiah W. Smith 49 9 0 14 Sep 2023
Syntax-Aware Complex-Valued Neural Machine Translation Yang Liu Yuexian Hou 29 1 0 17 Jul 2023
Building Blocks for a Complex-Valued Transformer Architecture Florian Eilers Xiaoyi Jiang ViT 106 9 0 16 Jun 2023
Universal approximation with complex-valued deep narrow neural networks Paul Geuchen Thomas Jahn Hannes Matt 45 4 0 26 May 2023
Theory and Implementation of Complex-Valued Neural Networks J. A. Barrachina Chengfang Ren G. Vieillard C. Morisseau J. Ovarlez 54 11 0 16 Feb 2023
How important are activation functions in regression and classification? A survey, performance comparison, and future directions Ameya Dilip Jagtap George Karniadakis AI4CE 101 74 0 06 Sep 2022
Qualitative neural network approximation over R and C: Elementary proofs for analytic and polynomial activation Josiah Park Stephan Wojtowytsch 56 1 0 25 Mar 2022
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging Kerstin Hammernik Thomas Kustner Burhaneddin Yaman Zhengnan Huang Daniel Rueckert Florian Knoll Mehmet Akçakaya PINN MedIm AI4CE 92 75 0 23 Mar 2022
Deep, Deep Learning with BART Moritz Blumenthal Guanxiong Luo Martin Schilling H. C. M. Holme M. Uecker 62 15 0 28 Feb 2022
Co-domain Symmetry for Complex-Valued Deep Learning Utkarsh Singhal Yifei Xing Stella X. Yu 90 13 0 02 Dec 2021
Cramér-Rao bound-informed training of neural networks for quantitative MRI Xiaoxia Zhang Quentin Duchemin Kangning Liu Sebastian Flassbeck Cem Gultekin C. Fernandez‐Granda Jakob Assländer 95 21 0 22 Sep 2021
Towards Understanding Theoretical Advantages of Complex-Reaction Networks Shao-Qun Zhang Gaoxin Wei Zhi Zhou 47 17 0 15 Aug 2021
Quantitative approximation results for complex-valued neural networks A. Caragea D. Lee J. Maly G. Pfander F. Voigtlaender 42 6 0 25 Feb 2021
A Survey of Complex-Valued Neural Networks J. Bassey Lijun Qian Xianfang Li 85 124 0 28 Jan 2021
Machine Learning in Magnetic Resonance Imaging: Image Reconstruction Javier Montalt-Tordera V. Muthurangu A. Hauptmann J. Steeden AI4CE 107 42 0 09 Dec 2020
The universal approximation theorem for complex-valued neural networks F. Voigtlaender 78 62 0 06 Dec 2020
Channel Attention Networks for Robust MR Fingerprinting Matching Refik Soyak Ebru Navruz Eda Ozgu Ersoy G. Cruz Claudia Prieto A. King D. Unay Ilkay Oksuz 23 1 0 02 Dec 2020
Complex-valued Iris Recognition Network Kien Nguyen Clinton Fookes Sridha Sridharan Arun Ross CVBM 51 25 0 23 Nov 2020
Modulation Pattern Detection Using Complex Convolutions in Deep Learning J. Krzyston R. Bhattacharjea A. Stark 23 6 0 14 Oct 2020
Compressive MR Fingerprinting reconstruction with Neural Proximal Gradient iterations Dongdong Chen Mike E. Davies Mohammad Golbabaee 64 16 0 27 Jun 2020
Deep Neural Network (DNN) for Water/Fat Separation: Supervised Training, Unsupervised Training, and No Training Ramin Jafari P. Spincemaille Jinwei Zhang Thanh D. Nguyen Martin R. Prince Xianfu Luo Junghun Cho Dan Margolis Y. Wang 18 0 0 16 Apr 2020
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI Reconstruction Elizabeth K. Cole Joseph Y. Cheng John M. Pauly S. Vasanawala 61 11 0 03 Apr 2020
Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders Mohammad Golbabaee Guido Bounincontri Carolin M. Pirkl Marion I. Menzel Bjoern Menze Mike Davies Pedro A. Gómez MedIm 50 5 0 23 Jan 2020
$Σ$ -net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction Kerstin Hammernik Jo Schlemper C. Qin Jinming Duan Ronald M. Summers Daniel Rueckert 68 24 0 18 Dec 2019
Spatially Regularized Parametric Map Reconstruction for Fast Magnetic Resonance Fingerprinting F. Balsiger Alain Jungo Olivier Scheidegger P. Carlier M. Reyes B. Marty 64 26 0 09 Nov 2019
Reconstruction of Undersampled 3D Non-Cartesian Image-Based Navigators for Coronary MRA Using an Unrolled Deep Learning Model Mario O. Malavé C. Baron Srivathsan P. Koundinyan Christopher M. Sandino Frank Ong Joseph Y. Cheng D. Nishimura 169 42 0 24 Oct 2019
Magnetic Resonance Fingerprinting Reconstruction Using Recurrent Neural Networks Elisabeth Hoppe Florian Thamm Gregor Körzdörfer Christopher Syben Franziska Schirrmacher M. Nittka J. Pfeuffer H. Meyer Andreas Maier 22 16 0 13 Sep 2019
Deep MR Fingerprinting with total-variation and low-rank subspace priors Mohammad Golbabaee Carolin M. Pirkl Marion I. Menzel G. Buonincontri Pedro A. Gómez 36 6 0 26 Feb 2019
Magnetic Resonance Fingerprinting using Recurrent Neural Networks Ilkay Oksuz G. Cruz J. Clough A. Bustin Nicolo Fuin René M. Botnar Claudia Prieto A. King Julia A. Schnabel 52 42 0 19 Dec 2018
Sequence Prediction using Spectral RNNs Moritz Wolter Juergen Gall Angela Yao AI4TS 29 2 0 13 Dec 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 112 1,649 0 25 Nov 2018
Connections between physics, mathematics and deep learning J. Thierry-Mieg AI4CE PINN 18 0 0 01 Nov 2018
CoverBLIP: accelerated and scalable iterative matched-filtering for Magnetic Resonance Fingerprint reconstruction Mohammad Golbabaee Zhouye Chen Yves Wiaux Mike Davies 59 14 0 03 Oct 2018
Fast, Precise Myelin Water Quantification using DESS MRI and Kernel Learning Gopal Nataraj J. Nielsen Mingjie Gao Jeffrey A. Fessler 16 6 0 24 Sep 2018
Geometry of Deep Learning for Magnetic Resonance Fingerprinting Mohammad Golbabaee Dongdong Chen Pedro A. Gómez Marion I. Menzel Mike E. Davies 66 42 0 05 Sep 2018
Complex Gated Recurrent Neural Networks Moritz Wolter Angela Yao AI4CE 90 65 0 21 Jun 2018
Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass Filtering Joseph Y. Cheng Feiyu Chen M. Alley John M. Pauly S. Vasanawala 87 43 0 08 May 2018
Complex-valued Neural Networks with Non-parametric Activation Functions Simone Scardapane S. Van Vaerenbergh Amir Hussain A. Uncini 81 83 0 22 Feb 2018
A Generalization Method of Partitioned Activation Function for Complex Number HyeonSeok Lee Hyo Seon Park 18 4 0 08 Feb 2018
MR fingerprinting Deep RecOnstruction NEtwork (DRONE) Ouri Cohen Bo Zhu Matthew S. Rosen 79 279 0 15 Oct 2017
Dictionary-Free MRI PERK: Parameter Estimation via Regression with Kernels Gopal Nataraj J. Nielsen Clayton Scott Jeffrey A. Fessler 36 39 0 06 Oct 2017